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Beyond Scaling: New Architectures Key for AGI
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Scaling alone may not produce AGI; novel AI architectures could be necessary for true general intelligence.
Leading AI researchers, including Yann LeCun, argue that merely scaling large language models will not achieve human-level intelligence. New architectures or approaches may be required to reach AGI. Current models, despite impressive results, face limitations in learning efficiency, robustness, and generalization. Experts suggest that innovation in AI design, rather than just expanding compute and data, is essential for machines to demonstrate true general intelligence.